{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# matplotlib\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. pyplot\n",
    "matplotlib.pyplot is a collection of command style functions that make matplotlib work like MATLAB. Each pyplot function makes some change to a figure: e.g., creates a figure, creates a plotting area in a figure, plots some lines in a plotting area, decorates the plot with labels, etc. In matplotlib.pyplot various states are preserved across function calls, so that it keeps track of things like the current figure and plotting area, and the plotting functions are directed to the current axes (please note that “axes” here and in most places in the documentation refers to the axes part of a figure and not the strict mathematical term for more than one axis)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This line configures matplotlib to show figures embedded in the notebook, \n",
    "# instead of opening a new window for each figure. More about that later. \n",
    "# If you are using an old version of IPython, try using '%pylab inline' instead.\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.plot([1,2,3,4], '-o')\n",
    "plt.ylabel('some numbers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f24fa55e7b8>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1, 2, 3, 4], [1, 4, 9, 16])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For every x, y pair of arguments, there is an optional third argument which is the format string that indicates the color and line type of the plot. The letters and symbols of the format string are from MATLAB, and you concatenate a color string with a line style string. The default format string is ‘b-‘, which is a solid blue line. For example, to plot the above with red circles, you would issue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot([1,2,3,4], [1,4,9,16], 'r.-')\n",
    "plt.axis([0, 6, 0, 20])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# evenly sampled time at 200ms intervals\n",
    "t = np.arange(0., 5., 0.2)\n",
    "\n",
    "# red dashes, blue squares and green triangles\n",
    "plt.plot(t, t, 'r--', \\\n",
    "         t, t**2, 'bs', \\\n",
    "         t, t**3, 'g^')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### [Controlling line properties](https://matplotlib.org/users/pyplot_tutorial.html#controlling-line-properties)\n",
    "\n",
    "Lines have many attributes that you can set: linewidth, dash style, antialiased, etc; see matplotlib.lines.Line2D. There are several ways to set line properties\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Working with multiple figures and axes\n",
    "\n",
    "MATLAB, and pyplot, have the concept of the current figure and the current axes. All plotting commands apply to the current axes. The function gca() returns the current axes (a matplotlib.axes.Axes instance), and gcf() returns the current figure (matplotlib.figure.Figure instance). Normally, you don’t have to worry about this, because it is all taken care of behind the scenes. Below is a script to create two subplots.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AmgHnAu2AdtStewr5+Q3Zv98c0c7w4fq7jqGsvgvRiKtcUlJySUzcwP7964F1odcmoHhOqRSgJdAczapbHw3bbYAu6tcIvVJCLwHygQOh135gN7AdjQDbHnptK/Zzx68vxhH91yM5uR4JCUdx4EC4v9Rf+jYmCZFDof/XodCrEDgI7AP2hn4W/31/OX2WRkKov8QjXo0bJ5KZmcnEiRMr2Z5ijFkkIpkVnhjJE6K8F3A1MKLY+xuAf5U4ZznQrNj7b4H6pbQ1EMgBclq0aFHlJ1803H777ZKeni6FhYWe9tu/f3+pU6eO5OXledqviMjKlSslOTlZ+vfv73pfh11OIwWMnHHGxZKfn++qBV66f32PpKbeI5AYsjwfC1ltVZ9xlBzDG28clIYNPxa4Xg777VsLPCZHH72+0i6Kyhw/cvE7/MoTmCO6Ke76kMVc3IpOFTgxNEu4SqC/pKffKXXq3BuyTn8vMCj02e6is5UWof9hSYu8iUAHgb6irqqRohv1NkrxReuKZzVVPX5QYIvASoHZAh8IvCrwd9EZ1gCBXqKusw6iM4fTQ+NvIXBs6GcrgRMEThZoI+qa7CBwkcCVAv0Ebhe4V+BhgadFZzdvCkwQXcuaKbAoJMt3AtskISFf1O135BicmO1i3T5V44033hBAli9f7lmf+/btk/T0dLnllls867MkgwcPFkAaN/7CNRfIYSU8StTVcaGkpeV5sihXmoJUd9ByCUcFQT3RRfANVVLAOrZDISV3u0CDULvHCNwh6rfWG94Yd33vZbkz6tUrqTS3Cnws6iL5kxx2x5wi0Ez0wVhD1I1UNzSm4wXaCVwiuiYxRGC4wKeiPvu8UpVzvXrOuVgqc/zXYz6saEt/SDr3QKrsmGPN55+Ezu1acXjBt02Jc37LkQu+4ypq1y/lv3r1agFk2LBhnvU5ZswYAWT69Ome9VmSESP2iDHNQjf9Pke/jGH0RhsrkCDql97nmLVTdXnCrwUCV4RkS5CEhAsEXhANGT1U5g2bllYkzz+/XurVGyXQX9TiRSBN4FpJSHhPIL9UxeM2lVmAdFJBlqXwnJrVVPZ4WWN22ufv1JijxTPlr33RA1gTcucMCR17FLgs9HsqMB4N9VwAHFdRm34p/6KiImnUqJH06dPHsz579uwpzZo1k0OHDnnWZ0n0Bv9vSHHd4YqS0mlwokBHgT2/9FGVqB4nKO3GT03NlbS0IaGHYNiFUVvg3NDDoa/oVL9n6FidYufVFbWc3zlifEGLw3dbQXoVURTtmCv6W6yGmXqq/N14+aX8RUSuvfZaadasmRQVFbne15YtWyQpKUnuu+8+1/sqj8MRMX8KKbKJjirm999/XzQkMVvCvnUvreCyKNsdJALfCAwTjR7pIuoTbiXqCz5L1Dd+h8DL0rjxQikeelh8bEFRChXhpIK0+IdV/lHwr3/9SwBZt26da30cXpT7pwDy5JNfudZXJBye2ucLnClQX+A7RxTzpEmTJDk5WY4/vp2kpR0Zzum3FVwalXVzhJVe0Cx8S3xilX8ULFu2TAAZOXKkK+0fqSjOFTjTd0VxpEwrBeqIMWfJiBF7q9RW2BqsX/9tSUxMlrZt28qOHTtiwlKs6sacWBibpfpjlX8UHDp0SI455hi5+eabXWn/sGW5JuRiedp394fIkcqrYcOPxZgE6datm+Tn51eqjcMK8jkBJCGhkwwbtsM9wV3AujkssYpV/lFy+eWXu5bk7bBP+S+iIY+bfF34LIvXXntNADn99IukefM9ESk8fbDtEU0/gGgs9H7fH2wWS7wQqfK3KZ3LoFatTqxduxZjfnA8Ta7m5hdgFHAB4bz9TuXsd4qbbrqJAQNG8NVXU9i4sSMiq48okFJaKuHc3EVAJjASGAKMA1J9TxltsVhKEMkTwo+Xn5b/qFEiNWosDFmu7zi+eKftzwm1PzLQi4NqyX8sugEqVTSD5PclYrmLBBZLYmK/0EzmWIFpgYnosVjiCazlX3WGDIEDB85C84zMBJytdtWnD3TsOApj0oArychwNp+Mk6jFfgm6d+8q4EmgOdu2tSUv70rgUjRPS1sOHRpPaurdpKUtB7r80oaTxWgsFoszWOVfCqrwkoCOaBWp4sejp6CggC+/HEvv3lcgks6GDcFU/FDcFdUUdVOtQSuA1Qe+AX5EE4S9DHzPgQPP8MordcnIAGMI9IPNYolnkvwWIIi0aBHOAtkNrRObC2Q45pP/5JNP2L59O3379nWmQRcZOrRkRsfW1Kz5MGlpsG3br89v0UIVvVX2FkuwsZZ/KQwdGq4R2z10ZIqjrotRo0bRoEEDunXr5kyDLtKnj1ruJS35F18sWUfXuncslljCWv6lELZaH3zwVL777lhq1pzC8OEDHLFmd+7cycSJE7nttttITk6OvkEPKM+SHzJE3WEtWqjitxa/xRIbWMu/DPr0gdxcQ//+3alRYwrXXVdY8YciYMKECRw4cCAmXD4V0acPbNgARUUEet3CYrH8Gqv8K+DSSy9lx44dzJ0715H2Ro0axYknnkhmZsWFdiwWi8UtrPKvgO7du5OcnMyHH34YdVvffPMNM2bMoF+/fhhjKv6AxWKxuIRV/hVQp04dunTp4ojyHz58OImJidx8880OSGaxWCxVxyr/CLjssstYs2YNq1atqnIb+fn5vP7661xxxRU0adLEQeksFoul8ljlHwG9evXCGMPYsWMr/dlw/pu0tHfZtm0brVsPcl5Ai8ViqSRW+UfAscceS+fOnXnnnXc0FWqEjB6tG6R0w9jLwAm8+GJXR5PEWSwWS1Wwyj9Crr/+elavXs2SJUsi/syQIeGdscuB2cBt7N+f4FiOIIvFYqkqUSl/Y8wxxpgpxphvQj/rlnHeIWPMktAr+pVTH7jqqqtISUlh5MiREX/mcC6g59Ea9v1LHLdYLBZ/iNbyvx+YKiKt0Qxo95dx3n4ROSv0uizKPn2hXr16XH311bzxxhvkHU50Uy6aC2gT8BZwC5oMLXh5+y0WS/wRrfK/HHgj9PsbwBVRthdoBg0axK5duxgzZkxE5w8dCklJzwBFwD2AzX9jsViCQbTKv5GI/Bj6/SegURnnpRpjcowx84wxZT4gjDEDQ+flbN26NUrRnKdjx440b346gwY9izGHKqzw1aHDBuAlatW6EWNa2vTGFoslMFSY2M0Y8xnQuJQ/HbFsKSJijCkrFCZDRL43xhwHTDPGfCUi35Y8SUSGA8MBMjMzIw+r8Yi33zZs3vwQBw9eB0wgN/c6Bg7Uv5Wm0IcMGUJSUgKrVj1Cs2aeimqxWCzlUqHlLyIXishppbw+ADYbY5oAhH5uKaON70M/1wGfA2c7NgIPGTIECgquBk4F/gLkl1nha/Lkybz99tvcc889NLOa32KxBIxo3T4fAjeGfr8R+KDkCcaYusaYGqHf6wMdgBVR9usLGqWTgEbvrAEe/eV48WLmzZtvpW/fgZxyyikMsXGdFoslgESr/J8CuhljvgEuDL3HGJNpjBkROucUIMcYsxSYDjwlIjGp/A9H6XQHbgb+BvyHY445vJlLJI9Nm65g27Yt9O79Bqmpqb7Ja7FYLGVhKrNj1UsyMzMlJyfHbzGOILxjVyM996JlHhdRs+Zj5OX1AVYDfwS+BsaSkXENGzb4Jq7FYolDjDGLRKTCnPF2h28lOLKkYW2aNfuYtm0vIS/vfqA5OvnZDEwGrrGbuSwWS2CxZRwryZElDesCH9CkyTx++mkp0AC4GNDitnYzl8ViCSrW8neAZ57JombN24ArCSt+u5nLYrEEGav8HeBIdxB2M5fFYgk81u3jEEe6gywWiyXYBDbaxxizFciNoon6wM8OiRMr2DHHB3bM8UFVx5whIg0qOimwyj9ajDE5kYQ7VSfsmOMDO+b4wO0xW5+/xWKxxCFW+VssFkscUp2V/3C/BfABO+b4wI45PnB1zNXW52+xWCyWsqnOlr/FYrFYysAqf4vFYolDqp3yN8ZcbIxZbYxZa4wpq6B8tcIY85oxZosxZrnfsniBMaa5MWa6MWaFMeZrY8wf/JbJC4wxqcaYBcaYpaFxP+K3TF5gjEk0xnxpjJnktyxeYYzZYIz5yhizxBjjSnrjauXzN8YkolVWugGbgIXA9bFaPyBSjDGd0BzTb4rIaX7L4zahqnFNRGSxMSYdWARcEQfX2QC1RGSvMSYZmA38QUTm+Syaqxhj7gYygToi0tNvebzAGLMByBQR1za2VTfLvx2wVkTWiUgBMAa43GeZXEdEZgLb/ZbDK0TkRxFZHPp9D7ASaOqvVO4jyt7Q2+TQq/pYb6VgjGkGXAqMqOhcS+Wobsq/KbCx2PtNxIFSiGeMMS3RmtDz/ZXEG0IukCVovewpIlLdx/0CMBgo8lsQjxHgv8aYRcaYgW50UN2UvyWOMMbUBt4F/igiu/2WxwtE5JCInAU0A9oZY6qtm88Y0xPYIiKL/JbFBzqKSFvgEuC3Ideuo1Q35f89WlIrTLPQMUs1I+TzfhcYLSLv+S2P14jITrQm9sV+y+IiHYDLQv7vMUBXY8wof0XyBhH5PvRzC/Af1KXtKNVN+S8EWhtjWhljUoDewIc+y2RxmNDC56vAShF5zm95vMIY08AYc3To9zQ0sGGVv1K5h4g8ICLNRKQlei9PE5G+PovlOsaYWqFABowxtYDugOORfNVK+YtIIfA74FN0EXCciHztr1TuY4x5B5gLnGSM2WSMucVvmVymA3ADagkuCb16+C2UBzQBphtjlqGGzhQRiZvwxziiETDbGLMUWAB8JCKTne6kWoV6WiwWiyUyqpXlb7FYLJbIsMrfYrFY4hCr/C0WiyUOCWwB9/r160vLli39FsNisVhiikWLFv0cSQ1fz5S/MeY1ILxpo8KNKS1btiQnx5V8RhaLxVJtMcbkRnKel26fkVTvDSkWi8USM3im/D1NPrZvH/z0kyddBYKDB2HePMiN6IFfPSgqgngLUxaB5cth6dL4GvvatbBwIRw65Lck1YpALfgaYwYaY3KMMTlbt26tekMffghNmkC/fpCf75yAQWTyZB1rdja0bAmXXAI7d/otlbssXAitWsGyZfp+/Xr4Pg6yeDzwAJx+Opx1Fpx8Mqxc6bdE7rJ5M5x3HrRuDe3awerVfkvkPnl5nj3YA6X8RWS4iGSKSGaDBhWuV5TNuefCPffAW2/Bb35TfS2GFSt0fM2awbhx8Pjjav0XFvotmXvMnw+dO4MxkJCgN8p110FWVvWf7f31r/D66/Dqq7BrF7RvX30fANu2qUGzeDE8+yxMmACnnKJ/KyjwVza3yM/X7/Zjj3nTn4h49gJaAssjOfecc86RqBk+XAREnngi+raCyowZIrt3H35fUOCfLG6zZ4/I8ceLZGSI/PTT4eOLFomkpor06CFSVOSbeK5w8KDI3XeLbNx45PH160Xq1xf5y198Ect1brxRJDlZ5Isvjjz+2msirVuL7Njhi1iuctddqq/efTeqZoAciUQfR3KSUy/PlX9Rkci114qkpYls3Rp9e0Hihx/K/tuuXSLXXScyc6Z38njBn/4kYkzp4/rHP/TrPHq093K5yQsv6LjeeefXf9u0yXt5vGL9+tLHPH++SGKiyO23ey6SqyxcqNf5jjuibipS5e9Zbp9Q8rHzgfrAZuCvIvJqWednZmaKI6GeW7bA7t1wwgnRtxUUliyBzEx19Vx55a//npcHxx+vfuHp072Xzy3uuEOn/CNKKepUVARnnw3796s7LCmwW1giZ98+OO44aNMGpk0r+7xvv4UGDaBOHe9kcwsRdemVxx136HdgzRpd56oO9OihLs3166O+jsaYRSKSWeGJkTwh/Hg5YvmXpLq4BK64QuSoo8qf+r74oloS06Z5J5cXlHcNP/hApG9fke3bvZPHTZ55Rq/hrFlln/PddyJJSSKPPuqdXG4yfrzIJZeUP1PfuFEkJUVkwADv5HKTTZtEatYUeeopR5ojaJZ/ZXHM8ge1Jq68Uq2oZ591pk2/2LBBxzFkSPkLQ/n50Ly5Rku8F+O1TvbuVev2zDP9lsQ7iop09paRAZ9/Xv65PXrobDA3F5KTPRHPNc47TxfuV62CxMSyzxs0CN58UyOC0tO9k88ttmxyizGgAAAgAElEQVSBWrX0FSWRWv6BivZxDWMgNRVee03dArHMK6/oeAZWUNYzNRVuvlnDXn/4wRvZ3GL0aA1vXLo0svO//FIfFrFMXp4aLHffXfG5t98OP/4IEye6L5ebfP01zJ4Nt91WvuIHDXtdvDj2FX84ErFhQ0cUf2WID+UPains3Kl+8ljl0CEYORIuvVSt+ooYOBD+8AcNiYxlhg1Tq/+MMyo+d+9e6NgRnnrKfbncpHZtnaVedlnF5/bood+HYcPcl8tNhg2DlBTo37/iczMydE0r1nn+eQ1N37fP865jXCtUgk6ddNF3VAyXAE1MhJwc/cJEwvHHqwJp3NhdudxkxQq15G+5peKFQFClec01MH48HDjgvnxusHOnLvBGuj8lMVEV5vTpsbvBr7AQxoyByy+H+vUj+8yGDdC7t34/YpVRo/R77bHVD/Gk/I3RzUDTpql/LVZp0kSVeqQUFsKUKbBunXsyucnYsTpzueaayD/Tu7dugvr0U/fkcpP33oMLLqicUvv972HTJjj6aPfkcpOCArjrLp2hR0qdOvDuu/DOO+7J5SarV6srs3dvX7qPH+UP0LevugNicVGsoAB69YKZMyv3uZ07NeXDK6+4I5fbTJyoux4rM3u54AKoV08fHLHI2LG6qH/OOZF/pkED9RvHKjVrqh+/a9fIP3PMMdC9u7pyAxq4Ui7jxqlRWhnDxkHiS/mffDLcey/Ureu3JJXns8/g/fdhz57Kfa5+fbjwwti9QWbOrPyDKzlZF0unTIm91B7btsHUqXDttZG5uYqzeLFe61hb4C8s1NlOZb/boLP53FxYsMB5udxm/Hjo0AGaNvWl+/hS/qAbvsaOVbdALDFxovqzL7yw8p+94gp1+6xa5bxcblO7duXcXGGGDlWfcEVRI0Fj8mR9YPXqVfnPpqTog+Ojj5yXy03mzoWrroL//rfyn+3ZU92CkyY5L5ebiMDvfqc5yHwi/pT/8uXqY5s82W9JIkdEv9zdu0ONGpX//KWX6s9Yu0EGDdLopqrQoIG6EmKNzz6DRo10B3dladNGo2Bi7TpPmqSztW7dKv/ZY46BG27Q6x1LhMO1L7/cNxHiT/mfe676g2PpBlm6VBfzevas2uebN9dQycquF/jJzz/D8OHR1SgIR4/EkrvrlVdg1qyqhecao9+Rzz6Lrf0skybpuk5V0xqMHAl33umoSK7z8ce+u+fiT/knJmpc9Mcfx44/eM8ezWfeo0fV2/joI10ziBUmT1alHZ61VIXdu3WT24oVzsnlNklJmr++qvTsqRvEKtoVHBTWr9frE811Bi1oFE0NEC/Zt0/XpJ55xlcx4k/5g7pPtm+PfMeo35x3niZ9atSo6m00bRpb/u/PPtMZWtu2VW+je3f9OXWqMzK5zbBh6gOOZqbSqRN06RI71zo8G73ooujaOfNM9aHHAnPm6B6UaMccJfGp/Lt00Z9z5/orRyQUFjo3hb/3Xvj7351py01EdMNSly7R7U5u2VIrfsVKZtO33lKXT2WjfIpTs6buZQk/+IJOv35akCba3bqZmXqdY8HFN326zvA6dvRVjPhU/k2b6nTzjjv8lqRiZs7UjTtffBF9W0uWxMYO53374NRTo3NzhenaVV0gQXfx7d2rs7vKxLlX1F4slDA1RhV/NA880P/b1q2aHyjoTJumled82NVbnPhU/qBWYbRfOC+YPl0V12mnRd9W167w1VfB3+FcuzZ88gncdFP0bfXooW6zHTuib8tN5szRWZ4Tyn/pUt3L8skn0bflJmvW6DX+5pvo2wrP5surexAE9uyBRYsOy+sj8av8N2yAPn30QgSZadPgf/7HmUIdYcUS9MVAJyNVrrxSF30jzRfjF9Omabhjhw7Rt3XKKRrzH3R315QpGqnjROGdjAzdFR105Z+eDt99FwivQ/wq/9q14e23g53/Zc8e3bnolCvgnHP0yxfkG0REb+IHHnC23d27nW3PaVJSNIOnE3sTUlJ0thPk6wwqX0aGrss4wbPP6rpW0Dn22EAkW4xf5V+/vkYIBPkGmT1bXQFOTRGTkjRtQJDTW6xYocU8ogl3LMmjj+o6z8GDzrXpNI89BhMmONde167q/9682bk2naSoSGcmThk2oDvZnZg5uckf/wgffOC3FEA8K39QpTpnTnAXxk4+GZ58Etq3d67NESO0zaASfhg7qRTatNEF0IULnWvTSQoKnG8zbDAE1fWzdKmuwzh5nUFdSUHdzLh1K7z4YmAWpeNb+Xftqop/3jy/JSmdVq3g/vudT1MgohuBgsj06boY72Rh7vPP159BneUNHqwL+k6GKbZtC889pzvag8jPP+vszumFzz/+MbjGzYwZ+jMAi70Q78q/Uyc4/XS1CoPG3r26UOlGcY62bTX/e9AQUastrKydol49dfGFb76gMWOGbuBzMvosMVHz4zvlT3eabt002sfpjJZduuheicJCZ9t1ghkz1JCrSt4mF4hv5X/UUbBsWdVz5rjJvHmal2b+fOfbbtbMmX0DTlNYqP75fv2cb7tDB/1fBi3ef+9e/Q466doLs3OnriMErbqXiHubsTp00H0iX33lTvvRMG+epmkJSD2R+Fb+YYqKgrczMOyKcmPa3r69pnfets35tqMhOVlD4NyYFvftq26QoFmECxfq9y872/m2v/pKC4UEzQe+fr0Wnvn4Y+fbDj9Eg2bcFBXp97tTJ78l+QWr/D/7TNPCBs1SmDtXd7m6UZYvHBERtPQWCxfq/gs3yM6GAQOqlhLbTcIP+aws59vOzFSFEzRFOHeu+vzdKGLSooWGUgatuEtCgl6HRx7xW5JfsMr/uOO0sEuQbhARVQpuWIOgSiEpKVhjBrj1Vs1x7hbffhs8K/jcc+Ghh9QAcZq0NF3fCdp1njtXUxs4sWu9JMboeF991fm2qxlW+bdqpYttc+b4Lclh1qzRrKNuKf+aNeGJJ6pWFcwt9uzR2ZdbYwa47z648Ub32q8KXbtqjL9btG+vMyo3wkmryty56vt2K/NoRoYzu4ad5IYboH9/v6U4Aqv8jVE3SJCso9atdbPTFVe418e99zofYx0NOTnu+b7DtG+vbqWg1LjdsUMfeG4uQrdvr+HMX37pXh+VYd8+jfF38zrv2AG//a26dIOAiO4/KCryW5IjsMof9AZZt053lgaBhATNz1Kvnnt9FBZqwe8ff3Svj8oQXn9wMy49vNYRlAf9pElwxhnubvq56CJYu1Yt7SCQn68hqNEWbymP2rXh9deDU8s4N1d3WruxrhMFVvkDXHwxPPig31Ic5uGHq1bMujJs3qy5fsaOdbefSJk7V3c0u5l64uyzITU1OMp/3jzNtdSmjXt9pKfD8ccHJ4NtvXrw9NPuhLaGSU7Wh11QrnPYsHFztlMFrPIHvfmGDg1EsiX27FEfsNtf3KZN1TcalBvkpZfgzTfd7SMlRTOkBmV9x23fd5hp07TKVRDCmdes0SpWbtO+vc5sg7CTfe5cXWc7/XS/JTkCq/zD5OXpl8VvFixw3/cdpn17VYRBUArNmqlidpuXXgpGYq19+3RzlxfXedUq+Pe/3QujjRQRzTZ6223u99Whg7o2g5DP6cwzdQ0iYIvQVvmHefhhvRG9sErKwwvfd5j27XXxc+NG9/sqj1mz4B//8CbBXps2wZjh5eToQq9XD3nwf1/H+vVaSMiL73ZWFjRvrlFzfnPLLYEsn2qVf5jsbA2H89v6nztXF3vd2NxVkrDi8VspvPOOxrp7se1dRPO+f/ih+32VR9u2uiDpRR3X007TuHq/r3N4Q5sXD7x69bRoSq9e7vdVHjt3BraWhFX+YYKiCH/+2d3FsOKccYYuLDtRKzca5s5Va9Bt3zfowudLL8Ebb7jfV3mkp+v/3YkKbRWRlKRrC35/t93c3BVUXnlFgxiCMAMpgVX+YRo31jTCft8g8+fDyy9701dysmZXTE/3pr/SCCc28zISIjtbr7Nfax0i8Mwz3uZ1b99eZ7Z+JrYLL3B75fv+7DNN9/Dtt970Vxpz56pecWMHd5RY5V+crKxg5Pb3cmFo9WrNN+JXQZtwYjMvY6CzsnR/w3ffeddncdat0012s2d71+djj+lD1ovZVVm88AL89a/e9dewoa5n+WXQiWjfAQvxDOOp8jfGXGyMWW2MWWuMud/LviNi8GAYP94/i/Chh7zfAr5ypS52+7XW8c03qpC8VP5+u/j8iPsOQpx/x47QubN3/bVpoxu+/DLovvtON47Gu/I3xiQC/wYuAU4FrjfGnOpV/xFx9tmqhPy6USZO9D71gN+KcOBATazn5bT4jDO0loNfUU7z5qlScnNzV2ncfjvcfLO3fYaZOVN3NHtpWCUm+rvWEdDNXWG8tPzbAWtFZJ2IFABjgMs97D8yJk7Ul9fs2QPLl3v/RWnUSJPb+bnWUauWt/0lJWk91Xvv9bbfMF5t7irJvn2aQ9+Pme3zz2taB68Nq+xszSW0b5+3/YIakv/6lxobAcRL5d8UKG5qbQod+wVjzEBjTI4xJmfr1q0eilaMv/1NM156jZtFPSoiO9ufqfG6dbrgnJPjfd9+VVMqKNBdrn7kecnK0rQeXm/28tP3ffHFuqnMj52+LVsGcnNXmEAt+IrIcBHJFJHMBg0a+CNEdrb6v73e7OXl5q6SZGdrJkSvH7hz5mhERkqKt/2CrnWcf747ZTLLIyVFK6gNHuxtv+Cfi2/DBn3o+KH8O3bU3c1e65P8fN2/4pcRGwFeKv/vgebF3jcLHQsW4c1eXqfAbdQIevd2N7FZWdxyi/rdvb5B5s51P7FZWdSrpwW1Z83yvu+UFF1z8JrTT/dns1e4P7+yWh46pJk1vWTRIvjf/w1O7qxS8FL5LwRaG2NaGWNSgN6Az9ssS8Ev62jAALUU/CAtzZ+pabigtR/hhw0bahU3r6/zAw9oVks/SErS79nJJ3vb76JF+tDxK7HZbbfp98zLtY6AL/aCh8pfRAqB3wGfAiuBcSLi4S6XCGnSRLNdLl3qXZ/5+XDwoHf9lcY//+ltJIiXic3KIivL281eIvDaa95u7irJCy+oH9pLnn5ax+yX7zszU3MKrV/vXZ9z56px0bChd31WEk99/iLysYicKCLHi8hQL/uuFAsWaDEIrxg3Trf5r1vnXZ8l2bQJRo3ybrPXzz+rz93LuO+SZGd7u9krnNjM76Ie+fkaXeYVCQlqUPlF2MDwKqgh4Ju7wgRqwTcwNGzobUja3LnqB27Z0rs+S5KVpbMPr9Y6MjJ0sdfPOsKdOmk0yN693vQXBFfArl263vDSS970t3ix7uXwM3NsmzbernVs3KhGhd8P+Qqwyr80tm2Dm25yv5pWmHnzNMonwcfL4fVah99uLtD4608+8W7Bed48VUJ+LHCHOeooTXXslRU8daomN0tN9aa/0vA6sV3z5hrhdP313vRXRazyL430dBgzBj791P2+/EhsVhpeJrYTUcv/z392v69I8GoDUFqa1q71O+7by8R2c+fCCSd4H0lWkiFD4MknvenLGP1+u1mD2wGs8i+NlBStb+uFIpw/37/NXSW5/HINOXWbb7/VaXGLFu73VRHPPKM3qRdrHX//ezBqJmdna84Zt8MfRTTU0asU5eVxwQW6odALhgyB99/3pq8osMq/LLKzNUTN7c1erVppxsUg+AdfeEG3o7tNuIZuEJTCCSfoNV60yN1+iorcbb8yeLUAum6dbu4KwnUGrWXstkG3b59mCViwwN1+HMAq/7LIyvJms9dxx2k2Ty8qd0VKYaG77X/xhfqeTznF3X4iwStF+OSTcNJJ/pcJBY23//vfdXbrJj/+qMZNUJT/bbe5X04xXJ6zQwd3+3EAq/zLIjtbb9Zdu9zro6hIFxzd7KMyiOgGILdTD8yZo/9fPxe4w3iV2G7OHPX116jhbj+RkJSkSe1at3a3n44d1fr3a3NXSbxY6wjPaoPgxq2AANx9AeXYY2HVKrjoIvf6WLFCS/l98IF7fVQGY6B+fXcVoYhaYLfe6l4flcVtpVBUpO0HxQIGzeX0wQewf7/fknhHdrb7ie2++EJntAGs3FUSq/wrwgsrIUhKwe3EdsbA738PV17pTvtVoX9/XaRzyy+/cqUW8g6SK2DWLLjiCvfWOnbuhKZNdQNjUAivq7lp3OzbB+ed5177DmKVf3l88IGGqH3vUv65L77QDWXHH+9O+1XB7cR2X3+tu4mDRLducMcd7uUYCif3CtJD3m1FOH++FiYKkgUcTmznZibX6dO920AXJVb5l0fjxrrhy60bZM4cVQhBKLEXxu3NXnfeqSGlQWPDBves4JNO0nw6bvvYK0M4sZ1bC91ffKFrOn6kKC+LpCS9xs88424/QVjLioDYkNIvzj5bF+jcUISbN2u8e5CsQdDEdvffD23bOt92YaFaXUEbM0C/fmr9u0GnThpCG6SHPLi71jFnju6gTk93vu1oOOkk9wr5/PGPmsY5RrDKvzzCm73csI7q19fMoX36ON92tDz5pDsJ15YtU59okHzfYbKz1dXl9GavvXs1cMCP0okV4VZiu/BDPojX+YcfVEm74dacPNm7PFEOYJV/RWRna+yu00ohMVEto2OPdbZdJygqUkW9Y4ez7c6erT+DaPlnZ2u+IadLSn72mUZ/BLGox7XX6mJ08+YVn1sZ9u/XugE9ezrbrhMkJ8OLLzqfumXrVli9Opjf7TKwyr8irrgC/vAH52uAPvqo7jgMIl9/DWeeCR86XGtn+nT1MwchrUNJzjtP3TLTpzvb7rRpmtPnf/7H2XadoEED3dfhtI86PV0Ltl98sbPtOkGDBppYz+nr/Pnn+rNLF2fbdRGr/CuiY0fdFehk1ML27fDww4dDPYNGmzbqlnL64fTii/Dmm8626RT16sFZZzk/5mnT9MHiR53iSPj8c7jnHmfbXLXK/V3i0dC1q85CCwqca3PaNH3oub1r2kGs8o+EggJYssS59mbMUB9w167OtekkCQlqwUyf7qyvukWLYPqBw4wYAaNHO9fe5s06iwrqdQZ17z37rHNJ3g4e1FnO3Xc7054bdOmiM3kn8++ccYYGDPidsbUSWOUfCY88ol9opxZzpk2DmjWD6QoI06WLFqX49ltn2ps4EV5+OZgLn2HatnV2DSbsCgiy8g/L5pQbJCdH75NOnZxpzw06d9aotp9+cq7N22+Hp55yrj0PsMo/Erp00WlseMEyWoLuCoDDSsEpN8j//R/84x/BC3csyUsvwTvvONPWRRfBe+9pyHBQadNG/eBOXedwO+ef70x7bnDMMbpx8+qrnWnvxx9jKsonjFX+kdC+vUYJOHGD7NunU84gW4MAJ56oSed6946+rYMHNZ1A0McMuibxz38609bRR0OvXsF2BRij12XaNGdmZdOmabBA/frRt+UmYSPEiTE/+KBu4AvyrLYUrPKPhJo1NRTQCeVfq5YW8g6yTxT05rj4Yi0sHy0LF+pDLxaUf9eu6guOtsD5Dz9oXvcffnBGLjfp0kW/49u2RddOfr4GMcTCdV6+XCPPor2nRbSNoO3UjwCr/COla1dNeOZU7HuQrcEwP/0Ejz8evd9/2jS9MdzYOOY0XbtqPvZZs6JrZ8oU3Sn988/OyOUmt94Ka9ZEb60nJelsMUgZW8siI0PXtKZOja6ddet0k1wsPPBKYJV/pPTrp1E6tWtH107HjvDcc87I5DYHDmid3Y8+iq6d3FwNowx4TVNALbiUlOiVwrRpOt7TTnNGLjcJx/lH67ZIStJZRBCK9FREeroWdXfiOoNV/tWaVq10kTaavCBr1ui02K3cIk6TkaG+zMmTo2vnlVe8qYfsBGlpOkPZsqXqbRQV6Q7SCy6ImSRfDBumJS2jic9//nmdHccK3bppdFI0s7PJkzV19cknOyeXR8TINzMgLFmiJReraiGFLeggbnsvi5491brZty+6doJQwSpSPvoI3nqr6p9ftEhj/H/zG+dkcpv69dWFUdU0FD/+qOtY0RoKXtKzpz6oo5H5kUfUuIkxfz9Y5V85vvwShg7VhGxVYdIkDa1r1cpZudykZ091/1R1evzb38INNzgrk9uEZ2ZVfcivWKEziCCmNyiL7t113BMnVu3zH3+sP2PJsGnbFn73u+hSbZ92GlxyiXMyeYhV/pWhRw99wlflBtm1C2bOjK2bA3SNolGjqpW+KyqCCRN0ATXWGDSo6nUHbrxRI2eCHu5YnPR0jc2vqvKfNEkTxAWlXm8kJCRoWG9Vaw68846OO0axyr8yNGqkFZDefbfynz1wQHcBOrWxxCtSUrTy1p13Vv6zs2er7/yyy5yXy23q1NHIle3bK/e58GwhLc15mdzmsss0M+WKFZX73N69usZx2WUx6f5g+XIdd2UoKoLBg2H4cHdk8gCr/CvLtdeq26eyX5aGDXWHa2amO3K5STgstbKLgWPHqhKMtdkO6HUuLIT336/c555+WvMXxWJh9Kuu0lz3tWpV7nNff61rOtdd545cbnLggF6vyqZmmDtXjaJrr3VHLg+wyr+yXHONTufXrIn8M7t2ady4WwXC3UbkcJ3bSCksVJdPz57Rh8f6wTnn6CagsWMr97kxY3TssWj5N2miETsZGZX73Lnn6p6QICftK4saNTRt+3/+ow+CSBk7Vj8bi7PaEFb5V5amTfWLXplIjgkTNNGVWzVi3cYYdXlNmBB5UZsDB3Sxd+BAd2VzC2PUkp06VSN3ImHVKg0KiEULOIyIJnn75pvIzj94UD9To0bshLWW5Lrr1ED75JPIzj94EMaP1zVAJ3bA+0SMXi2fSUxUK3737sjOHz5cN77EossnzI036u7m996L7PxateAvf4ELL3RXLjfp31/rLkSagO+VV9RFFkN1XH/Fzp2q1CLdiPh//6cx7k5XffOSbt2gcWO9fpGwYYM+7Pr3d1Mq17HKvyqI6MJvJG6QL7/UXDGDBsXmYliYCy6A44/XtMwVsXmzWkZOFsvwgxNP1H0ddetWfG5+PowcqS6Exo1dF8016tZVP/bo0RVnqhTR70PdupH9j4JKcrKWnZw1S2cAFdG6taY8ufRS92VzEav8q4IxujV8/PiKc4L/+9+Qmhp7se4lSUhQF86sWVoApDyGDVMFUpXw0KBRWKjXOZKqa48/Dn/6k/syuc1tt2liu4qqrk2frq6u227zRi43uftuzfVz1FHln7d1qz7oExP1FcMYCWga0szMTMlxupi2k3zzjbpyfv97XSQrjfx8nRL37An/+pe38rnB9u1qEd56qz7QSmPnzsOpMJyuAewHBQVw0km6yL9gQWzP3iJFRBdvN26EtWtL350tomkw1q5VKzgWF7hLo6hIr3lZ3+++ffV7sGJFYJMzGmMWiUiFPmZr+VeV1q012dtLL2nIV2mkpsLKlWoRVgeOOUYfdqmpZe9+fe45fQA88oi3srlFSoomt8vJKfthNm6cuj9icTNbaRgDjz6qC5urVpV+zoIFOgscMqT6KP4DB3RG/+c/l/73r7+Gt98Ofo2GSBER11/ANcDXQBGQGclnzjnnHAk869aJpKWJ3Hvvr/+2fLlIXp73MnnBhx+KXHCBSH7+kceXLBFJSRG57jp/5HKLggKRU04RadpUZPv2I/+2aZNI3boi7duLFBX5I58bFBWV//0tKhJ5441ffwdinf79RRITRRYsOPJ4QYFIu3Z6rbdu9Ue2CAFyJAId65Xlvxy4EpjpUX/e0KqVWj9PPHHk8VWrNMol1v38ZWGMhkDecceRG7/y8rRkYXVwcRUnOVn935s3H5mrftcuDRM8cEAXe6uTS8gYtegLC3V2G97pfOCAJjg0Rme+sZSwLxKee07rOF9/vebpB3UF3XWXznaGDYuttB3lEckTwqkX8DnVyfIvzqZNavH+/vciRx8t0rChyLJlfkvlHg89JAIiWVkid98tsm+fHq9O1m9JXnpJZNw4/f3990VOOEEkKUlkzBh/5XKTzz/X2VzLlnqdzzpL5KijRH7+2W/J3OOLL3SMDRqILF0qcvCgyEUX6fhjACK0/AOl/IGBQA6Q06JFC7f+N+7w1lsiLVqI1Kghcuml6hKq7owYIXLSSTpNnj3bb2m8ZexYdQNMneq3JO4za5ZIdrZIQoLI6acffgBWZ5YvF+nW7bCb78CBmDFsIlX+jkX7GGM+A0oLcB4iIh+EzvkcuEdEKgzjCXy0T2mI6KJfdVgMqgyFhfE35njEXueYINJoH8eupIjE8FZOhzAmPm+OeBxzPGKvc7XChnpaLBZLHOKJ8jfG9DLGbAKygY+MMZ960a/FYrFYSiewO3yNMVuB3CiaqA9EUZk5JrFjjg/smOODqo45Q0QaVHRSYJV/tBhjciJZ9KhO2DHHB3bM8YHbY7Y+f4vFYolDrPK3WCyWOKQ6K//YraxcdeyY4wM75vjA1TFXW5+/xWKxWMqmOlv+FovFYimDaqf8jTEXG2NWG2PWGmPu91seLzDGvGaM2WKMWe63LF5gjGlujJlujFlhjPnaGPMHv2XyAmNMqjFmgTFmaWjc1aRoQvkYYxKNMV8aYyb5LYtXGGM2GGO+MsYsMca4kuemWrl9jDGJwBqgG7AJWAhcLyIrfBXMZYwxnYC9wJsicprf8riNMaYJ0EREFhtj0oFFwBVxcJ0NUEtE9hpjkoHZwB9EZJ7PormKMeZuIBOoIyI9/ZbHC4wxG9AkmK7tbahuln87YK2IrBORAmAMcLnPMrmOiMwEtvsth1eIyI8isjj0+x5gJdDUX6ncJ5S0MVxVPTn0qj7WWykYY5oBlwIj/JalulHdlH9TYGOx95uIA6UQzxhjWgJnA/P9lcQbQi6QJcAWYIqIVPdxvwAMRqsAxhMC/NcYs8gYM9CNDqqb8rfEEcaY2sC7wB9FZLff8niBiBwSkbOAZkA7Y0y1dfMZY3oCW0Rkkd+y+EBHEWkLXAL8NuTadZTqpvy/BwBxt6MAAAExSURBVJoXe98sdMxSzQj5vN8FRovIe37L4zUishOYDlzstywu0gG4LOT/HgN0NcaM8lckbxCR70M/twD/QV3ajlLdlP9CoLUxppUxJgXoDXzos0wWhwktfL4KrBSR5/yWxyuMMQ2MMUeHfk9DAxtW+SuVe4jIAyLSTERaovfyNBHp67NYrmOMqRUKZMAYUwvojtZBd5RqpfxFpBD4HfApugg4TkS+9lcq9zHGvAPMBU4yxmwyxtzit0wu0wG4AbUEl4RePfwWygOaANONMctQQ2eKiMRN+GMc0QiYbYxZCiwAPhKRyU53Uq1CPS0Wi8USGdXK8rdYLBZLZFjlb7FYLHGIVf4Wi8USh1jlb7FYLHGIVf4Wi8USh1jlb7FYLHGIVf4Wi8USh1jlb7FYLHHI/wOzVugvyajK8wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def f(t):\n",
    "    return np.exp(-t) * np.cos(2*np.pi*t)\n",
    "\n",
    "t1 = np.arange(0.0, 5.0, 0.1)\n",
    "t2 = np.arange(0.0, 5.0, 0.02)\n",
    "\n",
    "plt.figure(1)\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(t1, f(t1), 'bo', t2, f(t2), 'k')\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(t2, np.cos(2*np.pi*t2), 'r--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Image "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "\n",
    "# load image\n",
    "img=mpimg.imread('example.png')\n",
    "\n",
    "imgplot = plt.imshow(img)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Applying pseudocolor schemes to image plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f24f83a01d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lum_img = img[:,:,0]\n",
    "plt.imshow(lum_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f24f83787b8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use 'hot' color map\n",
    "plt.imshow(lum_img, cmap=\"hot\")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examining a specific data range\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([   0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,\n",
       "           0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,\n",
       "           0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,\n",
       "           0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,\n",
       "           0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,\n",
       "           0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,    0.,\n",
       "           0., 1425.,    0.,    0.,    0.,    0.,    0., 2297.,    0.,\n",
       "           0.,    0.,    0., 2007.,    0., 3716.,    0.,    0.,    0.,\n",
       "        3767., 2486.,  340.,    0.,    0., 3491., 2569.,  779.,    0.,\n",
       "           0., 5283., 1074.,    0.,    0., 2400., 5259.,    0., 3346.,\n",
       "           0.,    0., 5892., 1328.,    0., 3243., 2695., 6614., 6971.,\n",
       "           0.,    0., 1697., 1869., 6257.,    0., 1709., 3560., 2301.,\n",
       "        2777., 1074., 2364., 3373., 3229.,  110., 3575.,   47., 8181.,\n",
       "           0.,  169., 3510., 4089., 1143., 4108.,  550., 4542., 1932.,\n",
       "        2384., 4179., 1914.,  522., 5839., 4741., 1011., 3520.,    0.,\n",
       "        5271., 8140.,  899., 2689., 4562., 3941., 3518., 5036., 5275.,\n",
       "           0.,    0., 8912.,    0., 4104., 2852.,  368., 2787., 3850.,\n",
       "         159.,   33., 5986.,   22.,   62., 1575., 3654.,    0.,    0.,\n",
       "        3746., 3170., 2568., 1353.,    0.,  487., 6367.,  650.,  491.,\n",
       "        1742., 3136.,    0., 1516., 2269., 2334., 4129.,    0.,    0.,\n",
       "        5220.,    0., 2949., 3078.,    0.,    0., 4318., 1464.,  512.,\n",
       "        3299., 2101., 1624.,    0., 1844., 2926., 3265., 2035.,  163.,\n",
       "        1861., 2334., 1200., 3495.,    0.,    0., 3523.,    0., 3568.,\n",
       "        1783.,    0.,    0.,  620.,  195., 1587., 1115.,    0.,    0.,\n",
       "        1321.,    0.,    0.,    0.,    0.,  549.,    0.,  343.,    0.,\n",
       "           0.,    0.,    0.,  251.,    0.,    0.,    0.,    0.,    0.,\n",
       "           0.,    0.,  154.,    0.,    0.,    0.,    0.,    0.,    0.,\n",
       "           0.,    0.,   88.,    0.,    0.,    0.,    0.,    0.,    0.,\n",
       "         104.,    0.,    0.,    0.]),\n",
       " array([0.        , 0.00390625, 0.0078125 , 0.01171875, 0.015625  ,\n",
       "        0.01953125, 0.0234375 , 0.02734375, 0.03125   , 0.03515625,\n",
       "        0.0390625 , 0.04296875, 0.046875  , 0.05078125, 0.0546875 ,\n",
       "        0.05859375, 0.0625    , 0.06640625, 0.0703125 , 0.07421875,\n",
       "        0.078125  , 0.08203125, 0.0859375 , 0.08984375, 0.09375   ,\n",
       "        0.09765625, 0.1015625 , 0.10546875, 0.109375  , 0.11328125,\n",
       "        0.1171875 , 0.12109375, 0.125     , 0.12890625, 0.1328125 ,\n",
       "        0.13671875, 0.140625  , 0.14453125, 0.1484375 , 0.15234375,\n",
       "        0.15625   , 0.16015625, 0.1640625 , 0.16796875, 0.171875  ,\n",
       "        0.17578125, 0.1796875 , 0.18359375, 0.1875    , 0.19140625,\n",
       "        0.1953125 , 0.19921875, 0.203125  , 0.20703125, 0.2109375 ,\n",
       "        0.21484375, 0.21875   , 0.22265625, 0.2265625 , 0.23046875,\n",
       "        0.234375  , 0.23828125, 0.2421875 , 0.24609375, 0.25      ,\n",
       "        0.25390625, 0.2578125 , 0.26171875, 0.265625  , 0.26953125,\n",
       "        0.2734375 , 0.27734375, 0.28125   , 0.28515625, 0.2890625 ,\n",
       "        0.29296875, 0.296875  , 0.30078125, 0.3046875 , 0.30859375,\n",
       "        0.3125    , 0.31640625, 0.3203125 , 0.32421875, 0.328125  ,\n",
       "        0.33203125, 0.3359375 , 0.33984375, 0.34375   , 0.34765625,\n",
       "        0.3515625 , 0.35546875, 0.359375  , 0.36328125, 0.3671875 ,\n",
       "        0.37109375, 0.375     , 0.37890625, 0.3828125 , 0.38671875,\n",
       "        0.390625  , 0.39453125, 0.3984375 , 0.40234375, 0.40625   ,\n",
       "        0.41015625, 0.4140625 , 0.41796875, 0.421875  , 0.42578125,\n",
       "        0.4296875 , 0.43359375, 0.4375    , 0.44140625, 0.4453125 ,\n",
       "        0.44921875, 0.453125  , 0.45703125, 0.4609375 , 0.46484375,\n",
       "        0.46875   , 0.47265625, 0.4765625 , 0.48046875, 0.484375  ,\n",
       "        0.48828125, 0.4921875 , 0.49609375, 0.5       , 0.50390625,\n",
       "        0.5078125 , 0.51171875, 0.515625  , 0.51953125, 0.5234375 ,\n",
       "        0.52734375, 0.53125   , 0.53515625, 0.5390625 , 0.54296875,\n",
       "        0.546875  , 0.55078125, 0.5546875 , 0.55859375, 0.5625    ,\n",
       "        0.56640625, 0.5703125 , 0.57421875, 0.578125  , 0.58203125,\n",
       "        0.5859375 , 0.58984375, 0.59375   , 0.59765625, 0.6015625 ,\n",
       "        0.60546875, 0.609375  , 0.61328125, 0.6171875 , 0.62109375,\n",
       "        0.625     , 0.62890625, 0.6328125 , 0.63671875, 0.640625  ,\n",
       "        0.64453125, 0.6484375 , 0.65234375, 0.65625   , 0.66015625,\n",
       "        0.6640625 , 0.66796875, 0.671875  , 0.67578125, 0.6796875 ,\n",
       "        0.68359375, 0.6875    , 0.69140625, 0.6953125 , 0.69921875,\n",
       "        0.703125  , 0.70703125, 0.7109375 , 0.71484375, 0.71875   ,\n",
       "        0.72265625, 0.7265625 , 0.73046875, 0.734375  , 0.73828125,\n",
       "        0.7421875 , 0.74609375, 0.75      , 0.75390625, 0.7578125 ,\n",
       "        0.76171875, 0.765625  , 0.76953125, 0.7734375 , 0.77734375,\n",
       "        0.78125   , 0.78515625, 0.7890625 , 0.79296875, 0.796875  ,\n",
       "        0.80078125, 0.8046875 , 0.80859375, 0.8125    , 0.81640625,\n",
       "        0.8203125 , 0.82421875, 0.828125  , 0.83203125, 0.8359375 ,\n",
       "        0.83984375, 0.84375   , 0.84765625, 0.8515625 , 0.85546875,\n",
       "        0.859375  , 0.86328125, 0.8671875 , 0.87109375, 0.875     ,\n",
       "        0.87890625, 0.8828125 , 0.88671875, 0.890625  , 0.89453125,\n",
       "        0.8984375 , 0.90234375, 0.90625   , 0.91015625, 0.9140625 ,\n",
       "        0.91796875, 0.921875  , 0.92578125, 0.9296875 , 0.93359375,\n",
       "        0.9375    , 0.94140625, 0.9453125 , 0.94921875, 0.953125  ,\n",
       "        0.95703125, 0.9609375 , 0.96484375, 0.96875   , 0.97265625,\n",
       "        0.9765625 , 0.98046875, 0.984375  , 0.98828125, 0.9921875 ,\n",
       "        0.99609375, 1.        ]),\n",
       " <a list of 256 Patch objects>)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(lum_img.ravel(), bins=256, range=(0.0, 1.0), fc='k', ec='k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "\n",
    "* [Pyplot tutorial](https://matplotlib.org/users/pyplot_tutorial.html)\n",
    "* [Image tutorial](https://matplotlib.org/users/image_tutorial.html)\n",
    "* [手把手教你用Python做数据可视化](https://mp.weixin.qq.com/s/3Gwdjw8trwTR5uyr4G7EOg)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
